Overview

Dataset info

Number of variables43
Number of observations6858
Missing cells146585 (49.7%)
Duplicate rows0 (0.0%)
Total size in memory3.7 MiB
Average record size in memory571.9 B

Variables types

NUM39
CAT4

Reproduction info

Date of analysis2020-02-06 05:34:49.687218
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

ACT_Composite_25th_percentile_score_(ADM2016_RV) has 5579 (81.4%) missing values Missing
ACT_Composite_25th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 35.73137805) Skewed
ACT_Composite_75th_percentile_score_(ADM2016_RV) has 5579 (81.4%) missing values Missing
ACT_Composite_75th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 35.73342362) Skewed
ACT_English_25th_percentile_score_(ADM2016_RV) has 5671 (82.7%) missing values Missing
ACT_English_25th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 34.41735993) Skewed
ACT_English_75th_percentile_score_(ADM2016_RV) has 5671 (82.7%) missing values Missing
ACT_English_75th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 34.4187346) Skewed
ACT_Math_25th_percentile_score_(ADM2016_RV) has 5670 (82.7%) missing values Missing
ACT_Math_25th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 34.4401549) Skewed
ACT_Math_75th_percentile_score_(ADM2016_RV) has 5670 (82.7%) missing values Missing
ACT_Math_75th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 34.44055521) Skewed
Admissions_men_(ADM2016_RV) has 4910 (71.6%) missing values Missing
Admissions_total_(ADM2016_RV) has 4833 (70.5%) missing values Missing
Admissions_women_(ADM2016_RV) has 4900 (71.4%) missing values Missing
Applicants_men_(ADM2016_RV) has 4820 (70.3%) missing values Missing
Applicants_men_(ADM2016_RV) has 90 (1.3%) zeros Zeros
Applicants_total_(ADM2016_RV) has 4817 (70.2%) missing values Missing
Applicants_women_(ADM2016_RV) has 4820 (70.3%) missing values Missing
Applicants_women_(ADM2016_RV) has 80 (1.2%) zeros Zeros
Average_amount_of_federal__state__local__institutional_or_other_sources_of_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV) has 612 (8.9%) missing values Missing
Average_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV) has 1271 (18.5%) missing values Missing
Average_amount_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV) has 657 (9.6%) missing values Missing
Average_net_price-students_awarded_grant_or_scholarship_aid__2016-17_(SFA1617_RV) has 4951 (72.2%) missing values Missing
Average_net_price-students_awarded_grant_or_scholarship_aid__2016-17_(SFA1617_RV).1 has 2901 (42.3%) missing values Missing
City_location_of_institution_(HD2016) has 265 (3.9%) missing values Missing
City_location_of_institution_(HD2016) has a high cardinality: 2388 distinct values Warning
Enrolled__men_(ADM2016_RV) has 4922 (71.8%) missing values Missing
Enrolled__women_(ADM2016_RV) has 4909 (71.6%) missing values Missing
Enrolled_full_time_men_(ADM2016_RV) has 4939 (72.0%) missing values Missing
Enrolled_full_time_total_(ADM2016_RV) has 4847 (70.7%) missing values Missing
Enrolled_full_time_women_(ADM2016_RV) has 4925 (71.8%) missing values Missing
Enrolled_part_time_men_(ADM2016_RV) has 5382 (78.5%) missing values Missing
Enrolled_part_time_men_(ADM2016_RV) is highly skewed (γ1 = 33.02585793) Skewed
Enrolled_part_time_men_(ADM2016_RV) has 468 (6.8%) zeros Zeros
Enrolled_part_time_total_(ADM2016_RV) has 5324 (77.6%) missing values Missing
Enrolled_part_time_total_(ADM2016_RV) is highly skewed (γ1 = 22.00025238) Skewed
Enrolled_part_time_total_(ADM2016_RV) has 299 (4.4%) zeros Zeros
Enrolled_part_time_women_(ADM2016_RV) has 5336 (77.8%) missing values Missing
Enrolled_part_time_women_(ADM2016_RV) is highly skewed (γ1 = 30.8925278) Skewed
Enrolled_part_time_women_(ADM2016_RV) has 435 (6.3%) zeros Zeros
Enrolled_total_(ADM2016_RV) has 4839 (70.6%) missing values Missing
Institution_Name has a high cardinality: 6738 distinct values Warning
Number_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV) has 568 (8.3%) missing values Missing
Number_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV) has 703 (10.3%) zeros Zeros
Number_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV) has 568 (8.3%) missing values Missing
Number_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV) has 89 (1.3%) zeros Zeros
Percent_of_undergraduate_students_awarded_federal__state__local__institutional_or_other_sources_of_grant_aid_(SFA1617_RV) has 568 (8.3%) missing values Missing
Percent_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV) has 568 (8.3%) missing values Missing
Percent_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV) has 709 (10.3%) zeros Zeros
Percent_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV) has 568 (8.3%) missing values Missing
Percent_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV) has 91 (1.3%) zeros Zeros
SAT_Critical_Reading_25th_percentile_score_(ADM2016_RV) has 5623 (82.0%) missing values Missing
SAT_Critical_Reading_25th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 25.86488627) Skewed
SAT_Critical_Reading_75th_percentile_score_(ADM2016_RV) has 5623 (82.0%) missing values Missing
SAT_Critical_Reading_75th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 25.32968449) Skewed
SAT_Math_25th_percentile_score_(ADM2016_RV) has 5622 (82.0%) missing values Missing
SAT_Math_25th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 24.90842814) Skewed
SAT_Math_75th_percentile_score_(ADM2016_RV) has 5622 (82.0%) missing values Missing
SAT_Math_75th_percentile_score_(ADM2016_RV) is highly skewed (γ1 = 24.43759876) Skewed
State_abbreviation_(HD2016) has 264 (3.8%) missing values Missing
State_abbreviation_(HD2016) has a high cardinality: 61 distinct values Warning
Total_amount_of_federal__state__local__institutional_or_other_sources_of_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV) has 568 (8.3%) missing values Missing
Total_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV) has 568 (8.3%) missing values Missing
Total_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV) has 703 (10.3%) zeros Zeros
Total_amount_of_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV) has 568 (8.3%) missing values Missing
Total_amount_of_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV) has 89 (1.3%) zeros Zeros
ZIP_code_(HD2016) has 265 (3.9%) missing values Missing
ZIP_code_(HD2016) has a high cardinality: 5787 distinct values Warning
ACT_Composite_75th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 9 other fieldsHigh Correlation
ACT_Composite_25th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_75th_percentile_score_(ADM2016_RV) and 9 other fieldsHigh Correlation
ACT_English_25th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 10 other fieldsHigh Correlation
ACT_English_75th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 10 other fieldsHigh Correlation
ACT_Math_25th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 10 other fieldsHigh Correlation
ACT_Math_75th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 10 other fieldsHigh Correlation
Admissions_total_(ADM2016_RV) is highly correlated with Admissions_men_(ADM2016_RV) and 3 other fieldsHigh Correlation
Admissions_men_(ADM2016_RV) is highly correlated with Admissions_total_(ADM2016_RV) and 5 other fieldsHigh Correlation
Admissions_women_(ADM2016_RV) is highly correlated with Admissions_men_(ADM2016_RV) and 1 other fieldsHigh Correlation
Applicants_total_(ADM2016_RV) is highly correlated with Applicants_men_(ADM2016_RV) and 1 other fieldsHigh Correlation
Applicants_men_(ADM2016_RV) is highly correlated with Applicants_total_(ADM2016_RV) and 1 other fieldsHigh Correlation
Applicants_women_(ADM2016_RV) is highly correlated with Applicants_men_(ADM2016_RV) and 1 other fieldsHigh Correlation
Enrolled__men_(ADM2016_RV) is highly correlated with Admissions_men_(ADM2016_RV) and 5 other fieldsHigh Correlation
Enrolled__women_(ADM2016_RV) is highly correlated with Enrolled__men_(ADM2016_RV) and 4 other fieldsHigh Correlation
Enrolled_full_time_men_(ADM2016_RV) is highly correlated with Admissions_men_(ADM2016_RV) and 5 other fieldsHigh Correlation
Enrolled_full_time_total_(ADM2016_RV) is highly correlated with Admissions_men_(ADM2016_RV) and 6 other fieldsHigh Correlation
Enrolled_full_time_women_(ADM2016_RV) is highly correlated with Enrolled__men_(ADM2016_RV) and 4 other fieldsHigh Correlation
Enrolled_part_time_men_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 10 other fieldsHigh Correlation
Enrolled_part_time_total_(ADM2016_RV) is highly correlated with Enrolled_part_time_men_(ADM2016_RV) and 1 other fieldsHigh Correlation
Enrolled_part_time_women_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 7 other fieldsHigh Correlation
Enrolled_total_(ADM2016_RV) is highly correlated with Admissions_men_(ADM2016_RV) and 6 other fieldsHigh Correlation
SAT_Critical_Reading_25th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 9 other fieldsHigh Correlation
SAT_Critical_Reading_75th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 9 other fieldsHigh Correlation
SAT_Math_25th_percentile_score_(ADM2016_RV) is highly correlated with ACT_Composite_25th_percentile_score_(ADM2016_RV) and 9 other fieldsHigh Correlation
SAT_Math_75th_percentile_score_(ADM2016_RV) is highly correlated with ACT_English_25th_percentile_score_(ADM2016_RV) and 6 other fieldsHigh Correlation
Total_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV) is highly correlated with Number_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV)High Correlation
Number_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV) is highly correlated with Total_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV)High Correlation
Total_amount_of_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV) is highly correlated with Number_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV)High Correlation
Number_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV) is highly correlated with Total_amount_of_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)High Correlation

Variables

ACT_Composite_25th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count29
Unique (%)0.4%
Missing5579
Missing (%)81.4%
Infinite0
Infinite (%)0.0%
Mean24.82486317
Minimum1.0
Maximum5579.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile16
Q118
median20
Q322
95-th percentile29
Maximum5579
Range5578
Interquartile range (IQR)4

Descriptive statistics

Standard deviation155.4720531
Coefficient of variation (CV)6.262755689
Kurtosis1277.485434
Mean24.82486317
Median Absolute Deviation (MAD)9.490888173
Skewness35.73137805
Sum31751
Variance24171.55929
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
19 185 2.7%
 
20 183 2.7%
 
18 175 2.6%
 
21 138 2.0%
 
22 110 1.6%
 
17 105 1.5%
 
23 67 1.0%
 
16 51 0.7%
 
24 38 0.6%
 
15 35 0.5%
 
Other values (18) 192 2.8%
 
(Missing) 5579 81.4%
 
ValueCountFrequency (%) 
1 1 < 0.1%
 
3 1 < 0.1%
 
6 1 < 0.1%
 
10 1 < 0.1%
 
12 3 < 0.1%
 
ValueCountFrequency (%) 
5579 1 < 0.1%
 
34 2 < 0.1%
 
33 1 < 0.1%
 
32 14 0.2%
 
31 14 0.2%
 

ACT_Composite_75th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count26
Unique (%)0.4%
Missing5579
Missing (%)81.4%
Infinite0
Infinite (%)0.0%
Mean30.01016419
Minimum2.0
Maximum5579.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum2
5-th percentile20
Q123
median25
Q328
95-th percentile33
Maximum5579
Range5577
Interquartile range (IQR)5

Descriptive statistics

Standard deviation155.3239305
Coefficient of variation (CV)5.175710785
Kurtosis1277.583577
Mean30.01016419
Median Absolute Deviation (MAD)9.211302321
Skewness35.73342362
Sum38383
Variance24125.52337
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
25 168 2.4%
 
26 160 2.3%
 
24 154 2.2%
 
23 142 2.1%
 
27 114 1.7%
 
28 99 1.4%
 
22 73 1.1%
 
29 70 1.0%
 
21 45 0.7%
 
30 43 0.6%
 
Other values (15) 211 3.1%
 
(Missing) 5579 81.4%
 
ValueCountFrequency (%) 
2 1 < 0.1%
 
8 1 < 0.1%
 
9 1 < 0.1%
 
16 3 < 0.1%
 
17 9 0.1%
 
ValueCountFrequency (%) 
5579 1 < 0.1%
 
36 1 < 0.1%
 
35 14 0.2%
 
34 19 0.3%
 
33 32 0.5%
 

ACT_English_25th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count31
Unique (%)0.5%
Missing5671
Missing (%)82.7%
Infinite0
Infinite (%)0.0%
Mean24.29317607
Minimum1.0
Maximum5671.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile14
Q117
median19
Q321
95-th percentile28
Maximum5671
Range5670
Interquartile range (IQR)4

Descriptive statistics

Standard deviation164.0910833
Coefficient of variation (CV)6.754616309
Kurtosis1185.367241
Mean24.29317607
Median Absolute Deviation (MAD)10.41499707
Skewness34.41735993
Sum28836
Variance26925.88362
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20 141 2.1%
 
18 131 1.9%
 
19 127 1.9%
 
16 114 1.7%
 
17 113 1.6%
 
21 109 1.6%
 
15 78 1.1%
 
22 72 1.0%
 
23 45 0.7%
 
14 42 0.6%
 
Other values (20) 215 3.1%
 
(Missing) 5671 82.7%
 
ValueCountFrequency (%) 
1 2 < 0.1%
 
5 1 < 0.1%
 
8 1 < 0.1%
 
9 1 < 0.1%
 
10 4 0.1%
 
ValueCountFrequency (%) 
5671 1 < 0.1%
 
34 2 < 0.1%
 
33 10 0.1%
 
32 10 0.1%
 
31 15 0.2%
 

ACT_English_75th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count29
Unique (%)0.4%
Missing5671
Missing (%)82.7%
Infinite0
Infinite (%)0.0%
Mean30.64700927
Minimum2.0
Maximum5671.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum2
5-th percentile20
Q123
median25
Q328
95-th percentile34
Maximum5671
Range5669
Interquartile range (IQR)5

Descriptive statistics

Standard deviation163.9042442
Coefficient of variation (CV)5.348131779
Kurtosis1185.431025
Mean30.64700927
Median Absolute Deviation (MAD)10.21023316
Skewness34.4187346
Sum36378
Variance26864.60126
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
25 150 2.2%
 
24 143 2.1%
 
26 116 1.7%
 
23 109 1.6%
 
28 94 1.4%
 
27 84 1.2%
 
22 83 1.2%
 
21 57 0.8%
 
30 57 0.8%
 
35 48 0.7%
 
Other values (18) 246 3.6%
 
(Missing) 5671 82.7%
 
ValueCountFrequency (%) 
2 1 < 0.1%
 
6 1 < 0.1%
 
7 1 < 0.1%
 
12 1 < 0.1%
 
13 1 < 0.1%
 
ValueCountFrequency (%) 
5671 1 < 0.1%
 
36 1 < 0.1%
 
35 48 0.7%
 
34 23 0.3%
 
33 32 0.5%
 

ACT_Math_25th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count30
Unique (%)0.4%
Missing5670
Missing (%)82.7%
Infinite0
Infinite (%)0.0%
Mean24.13636364
Minimum1.0
Maximum5670.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile15
Q117
median18
Q321
95-th percentile27
Maximum5670
Range5669
Interquartile range (IQR)4

Descriptive statistics

Standard deviation163.9842388
Coefficient of variation (CV)6.794073926
Kurtosis1186.747689
Mean24.13636364
Median Absolute Deviation (MAD)10.17990511
Skewness34.4401549
Sum28674
Variance26890.83059
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
17 222 3.2%
 
18 192 2.8%
 
16 156 2.3%
 
19 112 1.6%
 
20 92 1.3%
 
22 71 1.0%
 
21 63 0.9%
 
23 50 0.7%
 
15 42 0.6%
 
25 36 0.5%
 
Other values (19) 152 2.2%
 
(Missing) 5670 82.7%
 
ValueCountFrequency (%) 
1 2 < 0.1%
 
6 2 < 0.1%
 
7 1 < 0.1%
 
10 2 < 0.1%
 
11 1 < 0.1%
 
ValueCountFrequency (%) 
5670 1 < 0.1%
 
35 1 < 0.1%
 
34 2 < 0.1%
 
33 1 < 0.1%
 
32 2 < 0.1%
 

ACT_Math_75th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count29
Unique (%)0.4%
Missing5670
Missing (%)82.7%
Infinite0
Infinite (%)0.0%
Mean30.05892256
Minimum2.0
Maximum5670.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum2
5-th percentile19
Q123
median25
Q327
95-th percentile32
Maximum5670
Range5668
Interquartile range (IQR)4

Descriptive statistics

Standard deviation163.8115657
Coefficient of variation (CV)5.449681882
Kurtosis1186.766641
Mean30.05892256
Median Absolute Deviation (MAD)9.987801698
Skewness34.44055521
Sum35710
Variance26834.22904
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
24 175 2.6%
 
26 169 2.5%
 
25 159 2.3%
 
27 123 1.8%
 
23 119 1.7%
 
28 82 1.2%
 
22 57 0.8%
 
29 43 0.6%
 
21 43 0.6%
 
31 26 0.4%
 
Other values (18) 192 2.8%
 
(Missing) 5670 82.7%
 
ValueCountFrequency (%) 
2 1 < 0.1%
 
8 2 < 0.1%
 
9 1 < 0.1%
 
12 1 < 0.1%
 
14 1 < 0.1%
 
ValueCountFrequency (%) 
5670 1 < 0.1%
 
36 2 < 0.1%
 
35 23 0.3%
 
34 10 0.1%
 
33 18 0.3%
 

Admissions_men_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1227
Unique (%)17.9%
Missing4910
Missing (%)71.6%
Infinite0
Infinite (%)0.0%
Mean1261.452259
Minimum0.0
Maximum15351.0
Zeros15
Zeros (%)0.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile3
Q196.75
median529
Q31430
95-th percentile5510.6
Maximum15351
Range15351
Interquartile range (IQR)1333.25

Descriptive statistics

Standard deviation1988.351842
Coefficient of variation (CV)1.576240265
Kurtosis11.40075535
Mean1261.452259
Median Absolute Deviation (MAD)1269.045635
Skewness3.050664491
Sum2457309
Variance3953543.049
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 37 0.5%
 
1 33 0.5%
 
3 23 0.3%
 
0 15 0.2%
 
4 15 0.2%
 
10 14 0.2%
 
8 14 0.2%
 
7 13 0.2%
 
5 13 0.2%
 
9 11 0.2%
 
Other values (1216) 1760 25.7%
 
(Missing) 4910 71.6%
 
ValueCountFrequency (%) 
0 15 0.2%
 
1 33 0.5%
 
2 37 0.5%
 
3 23 0.3%
 
4 15 0.2%
 
ValueCountFrequency (%) 
15351 1 < 0.1%
 
13831 1 < 0.1%
 
13814 1 < 0.1%
 
13735 1 < 0.1%
 
13353 1 < 0.1%
 

Admissions_total_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1493
Unique (%)21.8%
Missing4833
Missing (%)70.5%
Infinite0
Infinite (%)0.0%
Mean2892.426667
Minimum0.0
Maximum31630.0
Zeros6
Zeros (%)0.1%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile9
Q1235
median1198
Q33385
95-th percentile12588.6
Maximum31630
Range31630
Interquartile range (IQR)3150

Descriptive statistics

Standard deviation4461.271196
Coefficient of variation (CV)1.54239734
Kurtosis9.951284869
Mean2892.426667
Median Absolute Deviation (MAD)2901.828991
Skewness2.883954288
Sum5857164
Variance19902940.69
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3 18 0.3%
 
4 15 0.2%
 
2 14 0.2%
 
8 12 0.2%
 
13 11 0.2%
 
5 10 0.1%
 
6 10 0.1%
 
1 10 0.1%
 
26 9 0.1%
 
15 8 0.1%
 
Other values (1482) 1908 27.8%
 
(Missing) 4833 70.5%
 
ValueCountFrequency (%) 
0 6 0.1%
 
1 10 0.1%
 
2 14 0.2%
 
3 18 0.3%
 
4 15 0.2%
 
ValueCountFrequency (%) 
31630 1 < 0.1%
 
30028 1 < 0.1%
 
29878 1 < 0.1%
 
28981 1 < 0.1%
 
28495 1 < 0.1%
 

Admissions_women_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1352
Unique (%)19.7%
Missing4900
Missing (%)71.4%
Infinite0
Infinite (%)0.0%
Mean1737.277835
Minimum0.0
Maximum17822.0
Zeros12
Zeros (%)0.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile6
Q1156
median757
Q32098
95-th percentile7250.25
Maximum17822
Range17822
Interquartile range (IQR)1942

Descriptive statistics

Standard deviation2573.452671
Coefficient of variation (CV)1.481313248
Kurtosis8.930834227
Mean1737.277835
Median Absolute Deviation (MAD)1710.528453
Skewness2.72892659
Sum3401590
Variance6622658.65
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 21 0.3%
 
1 18 0.3%
 
6 14 0.2%
 
5 12 0.2%
 
0 12 0.2%
 
3 12 0.2%
 
4 12 0.2%
 
12 10 0.1%
 
7 9 0.1%
 
8 8 0.1%
 
Other values (1341) 1830 26.7%
 
(Missing) 4900 71.4%
 
ValueCountFrequency (%) 
0 12 0.2%
 
1 18 0.3%
 
2 21 0.3%
 
3 12 0.2%
 
4 12 0.2%
 
ValueCountFrequency (%) 
17822 1 < 0.1%
 
17816 1 < 0.1%
 
17618 1 < 0.1%
 
16293 1 < 0.1%
 
16197 1 < 0.1%
 

Applicants_men_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count1353
Unique (%)19.7%
Missing4820
Missing (%)70.3%
Infinite0
Infinite (%)0.0%
Mean2247.220314
Minimum0.0
Maximum45362.0
Zeros90
Zeros (%)1.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q190.5
median766
Q32360.5
95-th percentile9722.45
Maximum45362
Range45362
Interquartile range (IQR)2270

Descriptive statistics

Standard deviation4254.338148
Coefficient of variation (CV)1.89315579
Kurtosis23.58039305
Mean2247.220314
Median Absolute Deviation (MAD)2441.547941
Skewness4.169202715
Sum4579835
Variance18099393.08
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 90 1.3%
 
1 30 0.4%
 
2 29 0.4%
 
3 19 0.3%
 
4 18 0.3%
 
5 14 0.2%
 
17 14 0.2%
 
6 13 0.2%
 
15 10 0.1%
 
45 10 0.1%
 
Other values (1342) 1791 26.1%
 
(Missing) 4820 70.3%
 
ValueCountFrequency (%) 
0 90 1.3%
 
1 30 0.4%
 
2 29 0.4%
 
3 19 0.3%
 
4 18 0.3%
 
ValueCountFrequency (%) 
45362 1 < 0.1%
 
41046 1 < 0.1%
 
39419 1 < 0.1%
 
35826 1 < 0.1%
 
35747 1 < 0.1%
 

Applicants_total_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1610
Unique (%)23.5%
Missing4817
Missing (%)70.2%
Infinite0
Infinite (%)0.0%
Mean5148.720725
Minimum0.0
Maximum97112.0
Zeros16
Zeros (%)0.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile10
Q1316
median1878
Q35705
95-th percentile21809
Maximum97112
Range97112
Interquartile range (IQR)5389

Descriptive statistics

Standard deviation9152.125463
Coefficient of variation (CV)1.77755329
Kurtosis21.65356499
Mean5148.720725
Median Absolute Deviation (MAD)5415.588664
Skewness3.955048026
Sum10508539
Variance83761400.49
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 16 0.2%
 
4 12 0.2%
 
5 12 0.2%
 
6 11 0.2%
 
25 9 0.1%
 
7 9 0.1%
 
1 8 0.1%
 
3 8 0.1%
 
10 8 0.1%
 
8 8 0.1%
 
Other values (1599) 1940 28.3%
 
(Missing) 4817 70.2%
 
ValueCountFrequency (%) 
0 16 0.2%
 
1 8 0.1%
 
2 6 0.1%
 
3 8 0.1%
 
4 12 0.2%
 
ValueCountFrequency (%) 
97112 1 < 0.1%
 
84208 1 < 0.1%
 
82561 1 < 0.1%
 
77816 1 < 0.1%
 
77112 1 < 0.1%
 

Applicants_women_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count1492
Unique (%)21.8%
Missing4820
Missing (%)70.3%
Infinite0
Infinite (%)0.0%
Mean2904.970559
Minimum0.0
Maximum51750.0
Zeros80
Zeros (%)1.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q1180.25
median1078
Q33332.75
95-th percentile12552.4
Maximum51750
Range51750
Interquartile range (IQR)3152.5

Descriptive statistics

Standard deviation4988.242789
Coefficient of variation (CV)1.717140565
Kurtosis20.02618824
Mean2904.970559
Median Absolute Deviation (MAD)3028.408231
Skewness3.782748698
Sum5920330
Variance24882566.12
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 80 1.2%
 
1 17 0.2%
 
2 14 0.2%
 
5 11 0.2%
 
4 11 0.2%
 
3 10 0.1%
 
16 9 0.1%
 
12 9 0.1%
 
13 9 0.1%
 
6 9 0.1%
 
Other values (1481) 1859 27.1%
 
(Missing) 4820 70.3%
 
ValueCountFrequency (%) 
0 80 1.2%
 
1 17 0.2%
 
2 14 0.2%
 
3 10 0.1%
 
4 11 0.2%
 
ValueCountFrequency (%) 
51750 1 < 0.1%
 
44789 1 < 0.1%
 
41990 1 < 0.1%
 
41515 1 < 0.1%
 
41365 1 < 0.1%
 
Distinct count4296
Unique (%)62.6%
Missing612
Missing (%)8.9%
Infinite0
Infinite (%)0.0%
Mean7128.297951
Minimum175.0
Maximum62700.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum175
5-th percentile2681
Q13868.25
median4730
Q37017.25
95-th percentile21569.5
Maximum62700
Range62525
Interquartile range (IQR)3149

Descriptive statistics

Standard deviation6489.991516
Coefficient of variation (CV)0.9104545799
Kurtosis9.064596288
Mean7128.297951
Median Absolute Deviation (MAD)4199.199756
Skewness2.800744028
Sum44523349
Variance42119989.88
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5815 12 0.2%
 
3538 6 0.1%
 
3680 6 0.1%
 
4253 6 0.1%
 
4205 6 0.1%
 
4397 6 0.1%
 
4718 6 0.1%
 
4278 6 0.1%
 
3724 6 0.1%
 
4495 6 0.1%
 
Other values (4285) 6180 90.1%
 
(Missing) 612 8.9%
 
ValueCountFrequency (%) 
175 1 < 0.1%
 
200 1 < 0.1%
 
229 1 < 0.1%
 
262 1 < 0.1%
 
263 1 < 0.1%
 
ValueCountFrequency (%) 
62700 1 < 0.1%
 
48810 1 < 0.1%
 
48235 1 < 0.1%
 
47413 1 < 0.1%
 
47103 1 < 0.1%
 
Distinct count3689
Unique (%)53.8%
Missing1271
Missing (%)18.5%
Infinite0
Infinite (%)0.0%
Mean6753.553428
Minimum263.0
Maximum19007.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum263
5-th percentile3578
Q15649.5
median6789
Q37799.5
95-th percentile9860
Maximum19007
Range18744
Interquartile range (IQR)2150

Descriptive statistics

Standard deviation1859.58598
Coefficient of variation (CV)0.2753492661
Kurtosis1.066545637
Mean6753.553428
Median Absolute Deviation (MAD)1402.577674
Skewness0.1365190741
Sum37732103
Variance3458060.016
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9500 12 0.2%
 
6000 9 0.1%
 
6930 8 0.1%
 
6723 7 0.1%
 
6647 7 0.1%
 
7310 6 0.1%
 
7500 6 0.1%
 
6762 6 0.1%
 
6659 6 0.1%
 
6866 5 0.1%
 
Other values (3678) 5515 80.4%
 
(Missing) 1271 18.5%
 
ValueCountFrequency (%) 
263 1 < 0.1%
 
300 1 < 0.1%
 
321 1 < 0.1%
 
490 1 < 0.1%
 
505 1 < 0.1%
 
ValueCountFrequency (%) 
19007 1 < 0.1%
 
17633 1 < 0.1%
 
14707 1 < 0.1%
 
14557 1 < 0.1%
 
13825 1 < 0.1%
 
Distinct count2411
Unique (%)35.2%
Missing657
Missing (%)9.6%
Infinite0
Infinite (%)0.0%
Mean4033.414288
Minimum208.0
Maximum5815.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum208
5-th percentile2789
Q13643
median4100
Q34455
95-th percentile5191
Maximum5815
Range5607
Interquartile range (IQR)812

Descriptive statistics

Standard deviation724.5705579
Coefficient of variation (CV)0.1796419872
Kurtosis1.908586128
Mean4033.414288
Median Absolute Deviation (MAD)537.8853754
Skewness-0.6064856721
Sum25011202
Variance525002.4933
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5815 40 0.6%
 
4253 11 0.2%
 
4135 11 0.2%
 
4342 10 0.1%
 
4265 10 0.1%
 
4151 9 0.1%
 
3655 9 0.1%
 
4222 9 0.1%
 
4098 9 0.1%
 
4110 9 0.1%
 
Other values (2400) 6074 88.6%
 
(Missing) 657 9.6%
 
ValueCountFrequency (%) 
208 1 < 0.1%
 
234 1 < 0.1%
 
253 1 < 0.1%
 
278 1 < 0.1%
 
525 1 < 0.1%
 
ValueCountFrequency (%) 
5815 40 0.6%
 
5813 1 < 0.1%
 
5812 1 < 0.1%
 
5810 1 < 0.1%
 
5809 1 < 0.1%
 
Distinct count1797
Unique (%)26.2%
Missing4951
Missing (%)72.2%
Infinite0
Infinite (%)0.0%
Mean9836.067646
Minimum-892.0
Maximum40927.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum-892
5-th percentile3789.9
Q16423
median8797
Q312777
95-th percentile18490.7
Maximum40927
Range41819
Interquartile range (IQR)6354

Descriptive statistics

Standard deviation4694.358205
Coefficient of variation (CV)0.4772596504
Kurtosis1.195217376
Mean9836.067646
Median Absolute Deviation (MAD)3776.114817
Skewness0.8464361941
Sum18757381
Variance22036998.96
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8411 3 < 0.1%
 
6423 3 < 0.1%
 
14005 2 < 0.1%
 
7669 2 < 0.1%
 
7323 2 < 0.1%
 
6266 2 < 0.1%
 
4812 2 < 0.1%
 
13161 2 < 0.1%
 
5868 2 < 0.1%
 
5976 2 < 0.1%
 
Other values (1786) 1885 27.5%
 
(Missing) 4951 72.2%
 
ValueCountFrequency (%) 
-892 1 < 0.1%
 
39 1 < 0.1%
 
141 1 < 0.1%
 
185 1 < 0.1%
 
306 1 < 0.1%
 
ValueCountFrequency (%) 
40927 1 < 0.1%
 
32395 1 < 0.1%
 
27686 1 < 0.1%
 
26722 1 < 0.1%
 
25656 1 < 0.1%
 
Distinct count3673
Unique (%)53.6%
Missing2901
Missing (%)42.3%
Infinite0
Infinite (%)0.0%
Mean18874.7071
Minimum372.0
Maximum101423.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum372
5-th percentile7292.4
Q113391
median18442
Q323473
95-th percentile32429.8
Maximum101423
Range101051
Interquartile range (IQR)10082

Descriptive statistics

Standard deviation7891.739634
Coefficient of variation (CV)0.4181118993
Kurtosis5.255984545
Mean18874.7071
Median Absolute Deviation (MAD)6069.208166
Skewness1.007682653
Sum74687216
Variance62279554.46
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
17313 3 < 0.1%
 
13093 3 < 0.1%
 
13717 3 < 0.1%
 
25805 3 < 0.1%
 
11579 3 < 0.1%
 
26730 3 < 0.1%
 
12883 3 < 0.1%
 
20433 3 < 0.1%
 
13682 3 < 0.1%
 
15723 3 < 0.1%
 
Other values (3662) 3927 57.3%
 
(Missing) 2901 42.3%
 
ValueCountFrequency (%) 
372 1 < 0.1%
 
1551 1 < 0.1%
 
1588 1 < 0.1%
 
1680 1 < 0.1%
 
1696 1 < 0.1%
 
ValueCountFrequency (%) 
101423 1 < 0.1%
 
92250 1 < 0.1%
 
52451 1 < 0.1%
 
51199 1 < 0.1%
 
51171 1 < 0.1%
 

City_location_of_institution_(HD2016)
Categorical

MISSING
HIGH CARDINALITY
Distinct count2388
Unique (%)34.8%
Missing265
Missing (%)3.9%
Memory size53.7 KiB
New York
 
81
Chicago
 
73
Houston
 
62
Los Angeles
 
54
Brooklyn
 
43
Other values (2382)
6280
ValueCountFrequency (%) 
New York 81 1.2%
 
Chicago 73 1.1%
 
Houston 62 0.9%
 
Los Angeles 54 0.8%
 
Brooklyn 43 0.6%
 
San Antonio 42 0.6%
 
Miami 41 0.6%
 
Philadelphia 37 0.5%
 
Dallas 36 0.5%
 
Atlanta 36 0.5%
 
Other values (2377) 6088 88.8%
 
(Missing) 265 3.9%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length28
Mean length8.577865267
Min length3
Scatter

Enrolled__men_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count756
Unique (%)11.0%
Missing4922
Missing (%)71.8%
Infinite0
Infinite (%)0.0%
Mean376.0960744
Minimum0.0
Maximum5210.0
Zeros14
Zeros (%)0.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q146
median168
Q3397
95-th percentile1690
Maximum5210
Range5210
Interquartile range (IQR)351

Descriptive statistics

Standard deviation603.5552755
Coefficient of variation (CV)1.60479015
Kurtosis13.73886387
Mean376.0960744
Median Absolute Deviation (MAD)377.430449
Skewness3.28729899
Sum728122
Variance364278.9706
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 48 0.7%
 
1 39 0.6%
 
3 31 0.5%
 
4 24 0.3%
 
10 18 0.3%
 
9 16 0.2%
 
5 16 0.2%
 
6 16 0.2%
 
8 14 0.2%
 
0 14 0.2%
 
Other values (745) 1700 24.8%
 
(Missing) 4922 71.8%
 
ValueCountFrequency (%) 
0 14 0.2%
 
1 39 0.6%
 
2 48 0.7%
 
3 31 0.5%
 
4 24 0.3%
 
ValueCountFrequency (%) 
5210 1 < 0.1%
 
4922 1 < 0.1%
 
4569 1 < 0.1%
 
4333 1 < 0.1%
 
4253 1 < 0.1%
 

Enrolled__women_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count868
Unique (%)12.7%
Missing4909
Missing (%)71.6%
Infinite0
Infinite (%)0.0%
Mean457.3037455
Minimum0.0
Maximum4932.0
Zeros12
Zeros (%)0.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile5
Q167
median201
Q3506
95-th percentile1984.6
Maximum4932
Range4932
Interquartile range (IQR)439

Descriptive statistics

Standard deviation689.348141
Coefficient of variation (CV)1.507418532
Kurtosis9.35736098
Mean457.3037455
Median Absolute Deviation (MAD)448.6522549
Skewness2.838352602
Sum891285
Variance475200.8594
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 21 0.3%
 
2 19 0.3%
 
7 18 0.3%
 
6 17 0.2%
 
3 17 0.2%
 
5 15 0.2%
 
4 15 0.2%
 
56 13 0.2%
 
13 13 0.2%
 
10 12 0.2%
 
Other values (857) 1789 26.1%
 
(Missing) 4909 71.6%
 
ValueCountFrequency (%) 
0 12 0.2%
 
1 21 0.3%
 
2 19 0.3%
 
3 17 0.2%
 
4 15 0.2%
 
ValueCountFrequency (%) 
4932 1 < 0.1%
 
4909 1 < 0.1%
 
4729 1 < 0.1%
 
4304 1 < 0.1%
 
4273 1 < 0.1%
 

Enrolled_full_time_men_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count751
Unique (%)11.0%
Missing4939
Missing (%)72.0%
Infinite0
Infinite (%)0.0%
Mean369.1698801
Minimum0.0
Maximum4939.0
Zeros16
Zeros (%)0.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q146
median167
Q3386
95-th percentile1634.6
Maximum4939
Range4939
Interquartile range (IQR)340

Descriptive statistics

Standard deviation589.7605957
Coefficient of variation (CV)1.597531726
Kurtosis13.59525483
Mean369.1698801
Median Absolute Deviation (MAD)369.2887645
Skewness3.278046263
Sum708437
Variance347817.5603
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 48 0.7%
 
1 43 0.6%
 
3 29 0.4%
 
4 22 0.3%
 
10 20 0.3%
 
5 17 0.2%
 
0 16 0.2%
 
6 16 0.2%
 
8 15 0.2%
 
14 13 0.2%
 
Other values (740) 1680 24.5%
 
(Missing) 4939 72.0%
 
ValueCountFrequency (%) 
0 16 0.2%
 
1 43 0.6%
 
2 48 0.7%
 
3 29 0.4%
 
4 22 0.3%
 
ValueCountFrequency (%) 
4939 1 < 0.1%
 
4557 1 < 0.1%
 
4540 1 < 0.1%
 
4296 1 < 0.1%
 
4240 1 < 0.1%
 

Enrolled_full_time_total_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1072
Unique (%)15.6%
Missing4847
Missing (%)70.7%
Infinite0
Infinite (%)0.0%
Mean781.2391845
Minimum0.0
Maximum8952.0
Zeros10
Zeros (%)0.1%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile6
Q199
median343
Q3846
95-th percentile3527
Maximum8952
Range8952
Interquartile range (IQR)747

Descriptive statistics

Standard deviation1219.480215
Coefficient of variation (CV)1.560956284
Kurtosis10.494585
Mean781.2391845
Median Absolute Deviation (MAD)779.4654547
Skewness2.98534645
Sum1571072
Variance1487131.994
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 27 0.4%
 
1 18 0.3%
 
4 17 0.2%
 
3 14 0.2%
 
9 13 0.2%
 
11 12 0.2%
 
13 12 0.2%
 
6 12 0.2%
 
5 11 0.2%
 
12 11 0.2%
 
Other values (1061) 1864 27.2%
 
(Missing) 4847 70.7%
 
ValueCountFrequency (%) 
0 10 0.1%
 
1 18 0.3%
 
2 27 0.4%
 
3 14 0.2%
 
4 17 0.2%
 
ValueCountFrequency (%) 
8952 1 < 0.1%
 
8570 1 < 0.1%
 
8445 1 < 0.1%
 
8185 1 < 0.1%
 
8005 1 < 0.1%
 

Enrolled_full_time_women_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count847
Unique (%)12.4%
Missing4925
Missing (%)71.8%
Infinite0
Infinite (%)0.0%
Mean448.5887222
Minimum0.0
Maximum4925.0
Zeros13
Zeros (%)0.2%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile5
Q166
median200
Q3502
95-th percentile1944.4
Maximum4925
Range4925
Interquartile range (IQR)436

Descriptive statistics

Standard deviation673.6567526
Coefficient of variation (CV)1.501724674
Kurtosis9.297075401
Mean448.5887222
Median Absolute Deviation (MAD)438.5112827
Skewness2.831718568
Sum867122
Variance453813.4203
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 25 0.4%
 
1 23 0.3%
 
7 18 0.3%
 
3 18 0.3%
 
6 15 0.2%
 
4 14 0.2%
 
5 14 0.2%
 
13 14 0.2%
 
10 13 0.2%
 
0 13 0.2%
 
Other values (836) 1766 25.8%
 
(Missing) 4925 71.8%
 
ValueCountFrequency (%) 
0 13 0.2%
 
1 23 0.3%
 
2 25 0.4%
 
3 18 0.3%
 
4 14 0.2%
 
ValueCountFrequency (%) 
4925 1 < 0.1%
 
4649 1 < 0.1%
 
4395 1 < 0.1%
 
4295 1 < 0.1%
 
4187 1 < 0.1%
 

Enrolled_part_time_men_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS
HIGH CORRELATION
Distinct count109
Unique (%)1.6%
Missing5382
Missing (%)78.5%
Infinite0
Infinite (%)0.0%
Mean16.99457995
Minimum0.0
Maximum5382.0
Zeros468
Zeros (%)6.8%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q38
95-th percentile54.25
Maximum5382
Range5382
Interquartile range (IQR)8

Descriptive statistics

Standard deviation147.4175344
Coefficient of variation (CV)8.674385299
Kurtosis1192.412282
Mean16.99457995
Median Absolute Deviation (MAD)23.85668069
Skewness33.02585793
Sum25084
Variance21731.92946
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 468 6.8%
 
1 229 3.3%
 
2 104 1.5%
 
3 79 1.2%
 
4 66 1.0%
 
5 64 0.9%
 
6 42 0.6%
 
7 32 0.5%
 
8 32 0.5%
 
11 24 0.3%
 
Other values (98) 336 4.9%
 
(Missing) 5382 78.5%
 
ValueCountFrequency (%) 
0 468 6.8%
 
1 229 3.3%
 
2 104 1.5%
 
3 79 1.2%
 
4 66 1.0%
 
ValueCountFrequency (%) 
5382 1 < 0.1%
 
787 1 < 0.1%
 
739 1 < 0.1%
 
653 1 < 0.1%
 
401 1 < 0.1%
 

Enrolled_part_time_total_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS
HIGH CORRELATION
Distinct count161
Unique (%)2.3%
Missing5324
Missing (%)77.6%
Infinite0
Infinite (%)0.0%
Mean32.11408083
Minimum0.0
Maximum5324.0
Zeros299
Zeros (%)4.4%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
median4
Q318
95-th percentile110
Maximum5324
Range5324
Interquartile range (IQR)17

Descriptive statistics

Standard deviation169.4539733
Coefficient of variation (CV)5.27662536
Kurtosis636.7092643
Mean32.11408083
Median Absolute Deviation (MAD)43.22211957
Skewness22.00025238
Sum49263
Variance28714.64908
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 299 4.4%
 
1 226 3.3%
 
2 103 1.5%
 
3 87 1.3%
 
5 60 0.9%
 
4 60 0.9%
 
7 36 0.5%
 
6 33 0.5%
 
10 32 0.5%
 
8 27 0.4%
 
Other values (150) 571 8.3%
 
(Missing) 5324 77.6%
 
ValueCountFrequency (%) 
0 299 4.4%
 
1 226 3.3%
 
2 103 1.5%
 
3 87 1.3%
 
4 60 0.9%
 
ValueCountFrequency (%) 
5324 1 < 0.1%
 
1756 1 < 0.1%
 
1690 1 < 0.1%
 
1190 1 < 0.1%
 
958 1 < 0.1%
 

Enrolled_part_time_women_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS
HIGH CORRELATION
Distinct count120
Unique (%)1.7%
Missing5336
Missing (%)77.8%
Infinite0
Infinite (%)0.0%
Mean19.39224704
Minimum0.0
Maximum5336.0
Zeros435
Zeros (%)6.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q310.75
95-th percentile61.95
Maximum5336
Range5336
Interquartile range (IQR)10.75

Descriptive statistics

Standard deviation148.3412179
Coefficient of variation (CV)7.649511556
Kurtosis1089.075977
Mean19.39224704
Median Absolute Deviation (MAD)26.72615826
Skewness30.8925278
Sum29515
Variance22005.11692
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 435 6.3%
 
1 220 3.2%
 
2 120 1.7%
 
3 82 1.2%
 
4 67 1.0%
 
6 51 0.7%
 
5 43 0.6%
 
7 38 0.6%
 
9 32 0.5%
 
11 29 0.4%
 
Other values (109) 405 5.9%
 
(Missing) 5336 77.8%
 
ValueCountFrequency (%) 
0 435 6.3%
 
1 220 3.2%
 
2 120 1.7%
 
3 82 1.2%
 
4 67 1.0%
 
ValueCountFrequency (%) 
5336 1 < 0.1%
 
969 1 < 0.1%
 
951 1 < 0.1%
 
690 1 < 0.1%
 
596 1 < 0.1%
 

Enrolled_total_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1099
Unique (%)16.0%
Missing4839
Missing (%)70.6%
Infinite0
Infinite (%)0.0%
Mean799.9024269
Minimum0.0
Maximum10142.0
Zeros4
Zeros (%)0.1%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile8
Q1104.5
median347
Q3866.5
95-th percentile3603.3
Maximum10142
Range10142
Interquartile range (IQR)762

Descriptive statistics

Standard deviation1250.68391
Coefficient of variation (CV)1.563545587
Kurtosis10.69452222
Mean799.9024269
Median Absolute Deviation (MAD)798.9403657
Skewness2.999479663
Sum1615003
Variance1564210.243
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 19 0.3%
 
2 16 0.2%
 
10 15 0.2%
 
4 15 0.2%
 
3 15 0.2%
 
12 12 0.2%
 
8 12 0.2%
 
6 12 0.2%
 
13 12 0.2%
 
9 11 0.2%
 
Other values (1088) 1880 27.4%
 
(Missing) 4839 70.6%
 
ValueCountFrequency (%) 
0 4 0.1%
 
1 19 0.3%
 
2 16 0.2%
 
3 15 0.2%
 
4 15 0.2%
 
ValueCountFrequency (%) 
10142 1 < 0.1%
 
8719 1 < 0.1%
 
8499 1 < 0.1%
 
8230 1 < 0.1%
 
8190 1 < 0.1%
 

Institution_Name
Categorical

HIGH CARDINALITY
Distinct count6738
Unique (%)98.3%
Missing1
Missing (%)< 0.1%
Memory size53.7 KiB
Stevens-Henager College
 
7
Columbia College
 
5
McCann School of Business & Technology
 
5
Bryan University
 
5
Brittany Beauty Academy
 
4
Other values (6732)
6831
ValueCountFrequency (%) 
Stevens-Henager College 7 0.1%
 
Columbia College 5 0.1%
 
McCann School of Business & Technology 5 0.1%
 
Bryan University 5 0.1%
 
Brittany Beauty Academy 4 0.1%
 
Eastern Suffolk BOCES 3 < 0.1%
 
Lincoln University 3 < 0.1%
 
House of Heavilin Beauty College-Academy of Beauty Professionals 3 < 0.1%
 
All Beauty College 3 < 0.1%
 
Academy of Cosmetology 3 < 0.1%
 
Other values (6727) 6816 99.4%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length91
Mean length30.30081656
Min length3
Scatter
Distinct count2095
Unique (%)30.5%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean1005.640541
Minimum0.0
Maximum54557.0
Zeros703
Zeros (%)10.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q158.25
median244
Q3901.75
95-th percentile4747.05
Maximum54557
Range54557
Interquartile range (IQR)843.5

Descriptive statistics

Standard deviation2304.850835
Coefficient of variation (CV)2.291923149
Kurtosis81.66681384
Mean1005.640541
Median Absolute Deviation (MAD)1184.920731
Skewness6.597107608
Sum6325479
Variance5312337.371
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 703 10.3%
 
26 23 0.3%
 
14 23 0.3%
 
28 22 0.3%
 
44 22 0.3%
 
50 21 0.3%
 
35 21 0.3%
 
33 21 0.3%
 
27 21 0.3%
 
40 20 0.3%
 
Other values (2084) 5393 78.6%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 703 10.3%
 
1 9 0.1%
 
2 14 0.2%
 
3 14 0.2%
 
4 11 0.2%
 
ValueCountFrequency (%) 
54557 1 < 0.1%
 
37709 1 < 0.1%
 
29415 1 < 0.1%
 
29391 1 < 0.1%
 
26996 1 < 0.1%
 

Number_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV)
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count2106
Unique (%)30.7%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean1001.329889
Minimum0.0
Maximum54219.0
Zeros89
Zeros (%)1.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile16
Q185
median290
Q3880
95-th percentile4522.5
Maximum54219
Range54219
Interquartile range (IQR)795

Descriptive statistics

Standard deviation2155.359056
Coefficient of variation (CV)2.152496475
Kurtosis90.64863586
Mean1001.329889
Median Absolute Deviation (MAD)1141.739479
Skewness6.77167713
Sum6298365
Variance4645572.661
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 89 1.3%
 
30 31 0.5%
 
42 28 0.4%
 
45 28 0.4%
 
22 28 0.4%
 
35 27 0.4%
 
26 26 0.4%
 
20 26 0.4%
 
13 25 0.4%
 
39 25 0.4%
 
Other values (2095) 5957 86.9%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 89 1.3%
 
1 13 0.2%
 
2 15 0.2%
 
3 20 0.3%
 
4 12 0.2%
 
ValueCountFrequency (%) 
54219 1 < 0.1%
 
31534 1 < 0.1%
 
27149 1 < 0.1%
 
24511 1 < 0.1%
 
23451 1 < 0.1%
 
Distinct count103
Unique (%)1.5%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean66.42050874
Minimum0.0
Maximum568.0
Zeros45
Zeros (%)0.7%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile27
Q152
median69
Q383
95-th percentile97
Maximum568
Range568
Interquartile range (IQR)31

Descriptive statistics

Standard deviation22.70649228
Coefficient of variation (CV)0.3418596561
Kurtosis37.42200001
Mean66.42050874
Median Absolute Deviation (MAD)17.80599028
Skewness1.177709698
Sum417785
Variance515.5847916
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
100 145 2.1%
 
77 128 1.9%
 
80 124 1.8%
 
73 124 1.8%
 
60 117 1.7%
 
82 115 1.7%
 
81 112 1.6%
 
70 112 1.6%
 
68 111 1.6%
 
72 110 1.6%
 
Other values (92) 5092 74.2%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 45 0.7%
 
1 3 < 0.1%
 
2 6 0.1%
 
3 6 0.1%
 
4 8 0.1%
 
ValueCountFrequency (%) 
568 1 < 0.1%
 
100 145 2.1%
 
99 72 1.0%
 
98 78 1.1%
 
97 69 1.0%
 
Distinct count103
Unique (%)1.5%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean48.18044515
Minimum0.0
Maximum568.0
Zeros709
Zeros (%)10.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q126
median54
Q370
95-th percentile88
Maximum568
Range568
Interquartile range (IQR)44

Descriptive statistics

Standard deviation28.95811011
Coefficient of variation (CV)0.6010345072
Kurtosis15.32996824
Mean48.18044515
Median Absolute Deviation (MAD)23.95800435
Skewness0.5654097463
Sum303055
Variance838.572141
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 709 10.3%
 
63 118 1.7%
 
61 115 1.7%
 
72 114 1.7%
 
68 113 1.6%
 
60 112 1.6%
 
65 107 1.6%
 
69 106 1.5%
 
73 105 1.5%
 
56 96 1.4%
 
Other values (92) 4595 67.0%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 709 10.3%
 
1 45 0.7%
 
2 37 0.5%
 
3 27 0.4%
 
4 28 0.4%
 
ValueCountFrequency (%) 
568 1 < 0.1%
 
100 27 0.4%
 
99 3 < 0.1%
 
98 7 0.1%
 
97 14 0.2%
 
Distinct count103
Unique (%)1.5%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean48.0445151
Minimum0.0
Maximum568.0
Zeros91
Zeros (%)1.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile14
Q131
median46
Q365
95-th percentile86
Maximum568
Range568
Interquartile range (IQR)34

Descriptive statistics

Standard deviation23.29092293
Coefficient of variation (CV)0.484777979
Kurtosis38.53438753
Mean48.0445151
Median Absolute Deviation (MAD)18.63611911
Skewness1.905336512
Sum302200
Variance542.4670911
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
30 129 1.9%
 
38 127 1.9%
 
41 123 1.8%
 
35 116 1.7%
 
39 116 1.7%
 
28 104 1.5%
 
32 104 1.5%
 
42 104 1.5%
 
48 103 1.5%
 
36 102 1.5%
 
Other values (92) 5162 75.3%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 91 1.3%
 
1 3 < 0.1%
 
2 8 0.1%
 
3 9 0.1%
 
4 14 0.2%
 
ValueCountFrequency (%) 
568 1 < 0.1%
 
100 44 0.6%
 
99 7 0.1%
 
98 12 0.2%
 
97 14 0.2%
 

SAT_Critical_Reading_25th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count102
Unique (%)1.5%
Missing5623
Missing (%)82.0%
Infinite0
Infinite (%)0.0%
Mean472.8080972
Minimum255.0
Maximum5623.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum255
5-th percentile380
Q1420
median460
Q3500
95-th percentile620
Maximum5623
Range5368
Interquartile range (IQR)80

Descriptive statistics

Standard deviation162.5803268
Coefficient of variation (CV)0.3438611305
Kurtosis817.148657
Mean472.8080972
Median Absolute Deviation (MAD)57.48975135
Skewness25.86488627
Sum583918
Variance26432.36266
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
420 95 1.4%
 
430 90 1.3%
 
440 88 1.3%
 
480 76 1.1%
 
450 73 1.1%
 
460 71 1.0%
 
470 66 1.0%
 
410 57 0.8%
 
490 53 0.8%
 
500 53 0.8%
 
Other values (91) 513 7.5%
 
(Missing) 5623 82.0%
 
ValueCountFrequency (%) 
255 1 < 0.1%
 
270 1 < 0.1%
 
280 2 < 0.1%
 
310 1 < 0.1%
 
319 1 < 0.1%
 
ValueCountFrequency (%) 
5623 1 < 0.1%
 
740 1 < 0.1%
 
720 1 < 0.1%
 
710 2 < 0.1%
 
700 3 < 0.1%
 

SAT_Critical_Reading_75th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count104
Unique (%)1.5%
Missing5623
Missing (%)82.0%
Infinite0
Infinite (%)0.0%
Mean581.5287449
Minimum350.0
Maximum5623.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum350
5-th percentile480
Q1530
median570
Q3620
95-th percentile720
Maximum5623
Range5273
Interquartile range (IQR)90

Descriptive statistics

Standard deviation160.2084029
Coefficient of variation (CV)0.275495243
Kurtosis795.6420814
Mean581.5287449
Median Absolute Deviation (MAD)59.81651232
Skewness25.32968449
Sum718188
Variance25666.73236
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
560 76 1.1%
 
540 75 1.1%
 
580 71 1.0%
 
520 71 1.0%
 
590 64 0.9%
 
550 62 0.9%
 
530 59 0.9%
 
600 58 0.8%
 
570 52 0.8%
 
620 50 0.7%
 
Other values (93) 597 8.7%
 
(Missing) 5623 82.0%
 
ValueCountFrequency (%) 
350 1 < 0.1%
 
400 2 < 0.1%
 
410 3 < 0.1%
 
420 2 < 0.1%
 
425 1 < 0.1%
 
ValueCountFrequency (%) 
5623 1 < 0.1%
 
800 4 0.1%
 
790 4 0.1%
 
780 5 0.1%
 
775 1 < 0.1%
 

SAT_Math_25th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count100
Unique (%)1.5%
Missing5622
Missing (%)82.0%
Infinite0
Infinite (%)0.0%
Mean478.5347896
Minimum245.0
Maximum5622.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum245
5-th percentile380
Q1430
median460
Q3510
95-th percentile630
Maximum5622
Range5377
Interquartile range (IQR)80

Descriptive statistics

Standard deviation164.4195126
Coefficient of variation (CV)0.3435894655
Kurtosis776.3847088
Mean478.5347896
Median Absolute Deviation (MAD)60.64698343
Skewness24.90842814
Sum591469
Variance27033.77612
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
440 97 1.4%
 
470 94 1.4%
 
430 89 1.3%
 
420 82 1.2%
 
450 79 1.2%
 
490 70 1.0%
 
460 65 0.9%
 
480 49 0.7%
 
410 49 0.7%
 
500 40 0.6%
 
Other values (89) 522 7.6%
 
(Missing) 5622 82.0%
 
ValueCountFrequency (%) 
245 1 < 0.1%
 
280 1 < 0.1%
 
295 1 < 0.1%
 
300 2 < 0.1%
 
310 2 < 0.1%
 
ValueCountFrequency (%) 
5622 1 < 0.1%
 
770 1 < 0.1%
 
760 1 < 0.1%
 
740 1 < 0.1%
 
730 2 < 0.1%
 

SAT_Math_75th_percentile_score_(ADM2016_RV)
Real number (ℝ≥0)

MISSING
SKEWED
HIGH CORRELATION
Distinct count102
Unique (%)1.5%
Missing5622
Missing (%)82.0%
Infinite0
Infinite (%)0.0%
Mean587.6893204
Minimum380.0
Maximum5622.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum380
5-th percentile480
Q1530
median570
Q3620
95-th percentile740
Maximum5622
Range5242
Interquartile range (IQR)90

Descriptive statistics

Standard deviation161.9057973
Coefficient of variation (CV)0.2754955581
Kurtosis757.7482864
Mean587.6893204
Median Absolute Deviation (MAD)62.5602633
Skewness24.43759876
Sum726384
Variance26213.48721
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
570 77 1.1%
 
580 75 1.1%
 
540 74 1.1%
 
550 71 1.0%
 
530 70 1.0%
 
590 62 0.9%
 
560 60 0.9%
 
610 59 0.9%
 
520 52 0.8%
 
600 48 0.7%
 
Other values (91) 588 8.6%
 
(Missing) 5622 82.0%
 
ValueCountFrequency (%) 
380 1 < 0.1%
 
400 2 < 0.1%
 
410 2 < 0.1%
 
415 1 < 0.1%
 
420 1 < 0.1%
 
ValueCountFrequency (%) 
5622 1 < 0.1%
 
800 18 0.3%
 
790 3 < 0.1%
 
780 5 0.1%
 
770 15 0.2%
 

State_abbreviation_(HD2016)
Categorical

MISSING
HIGH CARDINALITY
Distinct count61
Unique (%)0.9%
Missing264
Missing (%)3.8%
Memory size53.7 KiB
CA
 
679
NY
 
438
TX
 
413
PA
 
355
FL
 
341
Other values (55)
4368
ValueCountFrequency (%) 
CA 679 9.9%
 
NY 438 6.4%
 
TX 413 6.0%
 
PA 355 5.2%
 
FL 341 5.0%
 
OH 303 4.4%
 
IL 269 3.9%
 
NC 176 2.6%
 
MO 166 2.4%
 
MI 165 2.4%
 
Other values (50) 3289 48.0%
 
(Missing) 264 3.8%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length3
Mean length2.038641003
Min length2
Scatter
Distinct count6241
Unique (%)91.0%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean13942868.76
Minimum0.0
Maximum402811075.0
Zeros44
Zeros (%)0.6%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile88326
Q1441993
median1976970.5
Q313136883.5
95-th percentile63328387.3
Maximum402811075
Range402811075
Interquartile range (IQR)12694890.5

Descriptive statistics

Standard deviation31778157.86
Coefficient of variation (CV)2.279169258
Kurtosis34.24837847
Mean13942868.76
Median Absolute Deviation (MAD)17403268.92
Skewness4.988439723
Sum8.770064452e+10
Variance1.009851317e+15
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 44 0.6%
 
2192 2 < 0.1%
 
214455 2 < 0.1%
 
95965 2 < 0.1%
 
16716 2 < 0.1%
 
527914 2 < 0.1%
 
325640 2 < 0.1%
 
214076 2 < 0.1%
 
4995962 1 < 0.1%
 
1879633 1 < 0.1%
 
Other values (6230) 6230 90.8%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 44 0.6%
 
200 1 < 0.1%
 
500 1 < 0.1%
 
568 1 < 0.1%
 
709 1 < 0.1%
 
ValueCountFrequency (%) 
402811075 1 < 0.1%
 
397711802 1 < 0.1%
 
353458485 1 < 0.1%
 
349809632 1 < 0.1%
 
335454566 1 < 0.1%
 
Distinct count5579
Unique (%)81.4%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean6725683.258
Minimum0.0
Maximum523078316.0
Zeros703
Zeros (%)10.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1361233
median1616278
Q35940757.75
95-th percentile31729689.5
Maximum523078316
Range523078316
Interquartile range (IQR)5579524.75

Descriptive statistics

Standard deviation16280932.3
Coefficient of variation (CV)2.420710532
Kurtosis191.7585424
Mean6725683.258
Median Absolute Deviation (MAD)7945675.619
Skewness9.260765918
Sum4.230454769e+10
Variance2.650687565e+14
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 703 10.3%
 
4306296 2 < 0.1%
 
57000 2 < 0.1%
 
86500 2 < 0.1%
 
1087500 2 < 0.1%
 
384000 2 < 0.1%
 
161500 2 < 0.1%
 
1309919 2 < 0.1%
 
1416851 2 < 0.1%
 
635605 2 < 0.1%
 
Other values (5568) 5569 81.2%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 703 10.3%
 
568 1 < 0.1%
 
983 1 < 0.1%
 
1977 1 < 0.1%
 
2474 1 < 0.1%
 
ValueCountFrequency (%) 
523078316 1 < 0.1%
 
236273362 1 < 0.1%
 
223303796 1 < 0.1%
 
210933015 1 < 0.1%
 
179329809 1 < 0.1%
 
Distinct count6195
Unique (%)90.3%
Missing568
Missing (%)8.3%
Infinite0
Infinite (%)0.0%
Mean4057086.063
Minimum0.0
Maximum212420268.0
Zeros89
Zeros (%)1.3%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile58493.55
Q1322821.25
median1165898
Q33571147.5
95-th percentile18387026.4
Maximum212420268
Range212420268
Interquartile range (IQR)3248326.25

Descriptive statistics

Standard deviation8798718.248
Coefficient of variation (CV)2.168728519
Kurtosis84.24129566
Mean4057086.063
Median Absolute Deviation (MAD)4638694.888
Skewness6.645170196
Sum2.551907134e+10
Variance7.741744281e+13
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 89 1.3%
 
670536 2 < 0.1%
 
234183 2 < 0.1%
 
116300 2 < 0.1%
 
284573 2 < 0.1%
 
963732 2 < 0.1%
 
593130 2 < 0.1%
 
186093 2 < 0.1%
 
95965 2 < 0.1%
 
13412520 1 < 0.1%
 
Other values (6184) 6184 90.2%
 
(Missing) 568 8.3%
 
ValueCountFrequency (%) 
0 89 1.3%
 
568 1 < 0.1%
 
709 1 < 0.1%
 
989 1 < 0.1%
 
1454 1 < 0.1%
 
ValueCountFrequency (%) 
212420268 1 < 0.1%
 
133468134 1 < 0.1%
 
122605312 1 < 0.1%
 
107785817 1 < 0.1%
 
105545282 1 < 0.1%
 

UnitID
Real number (ℝ≥0)

Distinct count6858
Unique (%)100.0%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean287614.3493
Minimum100654.0
Maximum493460.0
Zeros0
Zeros (%)0.0%
Memory size53.7 KiB
Mini histogram

Quantile statistics

Minimum100654
5-th percentile116682.2
Q1171137
median223223
Q3445735
95-th percentile487794.2
Maximum493460
Range392806
Interquartile range (IQR)274598

Descriptive statistics

Standard deviation137790.4993
Coefficient of variation (CV)0.479080754
Kurtosis-1.605247198
Mean287614.3493
Median Absolute Deviation (MAD)129558.9317
Skewness0.3189801171
Sum1972171593
Variance1.89862217e+10
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
417789 1 < 0.1%
 
461546 1 < 0.1%
 
486123 1 < 0.1%
 
453756 1 < 0.1%
 
132471 1 < 0.1%
 
198136 1 < 0.1%
 
185721 1 < 0.1%
 
220552 1 < 0.1%
 
461555 1 < 0.1%
 
247162 1 < 0.1%
 
Other values (6847) 6847 99.8%
 
ValueCountFrequency (%) 
100654 1 < 0.1%
 
100663 1 < 0.1%
 
100690 1 < 0.1%
 
100706 1 < 0.1%
 
100724 1 < 0.1%
 
ValueCountFrequency (%) 
493460 1 < 0.1%
 
493451 1 < 0.1%
 
493442 1 < 0.1%
 
493433 1 < 0.1%
 
493424 1 < 0.1%
 

ZIP_code_(HD2016)
Categorical

MISSING
HIGH CARDINALITY
Distinct count5787
Unique (%)84.4%
Missing265
Missing (%)3.9%
Memory size53.7 KiB
90010
 
8
961
 
7
85021
 
7
92626
 
6
60605
 
6
Other values (5781)
6559
ValueCountFrequency (%) 
90010 8 0.1%
 
961 7 0.1%
 
85021 7 0.1%
 
92626 6 0.1%
 
60605 6 0.1%
 
78229 6 0.1%
 
7083 5 0.1%
 
33012 5 0.1%
 
33144 5 0.1%
 
959 5 0.1%
 
Other values (5776) 6533 95.3%
 
(Missing) 265 3.9%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length10
Mean length7.153543307
Min length3
Scatter

Correlations

Missing values

Sample

First rows

ACT_Composite_25th_percentile_score_(ADM2016_RV)ACT_Composite_75th_percentile_score_(ADM2016_RV)ACT_English_25th_percentile_score_(ADM2016_RV)ACT_English_75th_percentile_score_(ADM2016_RV)ACT_Math_25th_percentile_score_(ADM2016_RV)ACT_Math_75th_percentile_score_(ADM2016_RV)Admissions_men_(ADM2016_RV)Admissions_total_(ADM2016_RV)Admissions_women_(ADM2016_RV)Applicants_men_(ADM2016_RV)Applicants_total_(ADM2016_RV)Applicants_women_(ADM2016_RV)Average_amount_of_federal__state__local__institutional_or_other_sources_of_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)Average_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV)Average_amount_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)Average_net_price-students_awarded_grant_or_scholarship_aid__2016-17_(SFA1617_RV)Average_net_price-students_awarded_grant_or_scholarship_aid__2016-17_(SFA1617_RV).1City_location_of_institution_(HD2016)Enrolled__men_(ADM2016_RV)Enrolled__women_(ADM2016_RV)Enrolled_full_time_men_(ADM2016_RV)Enrolled_full_time_total_(ADM2016_RV)Enrolled_full_time_women_(ADM2016_RV)Enrolled_part_time_men_(ADM2016_RV)Enrolled_part_time_total_(ADM2016_RV)Enrolled_part_time_women_(ADM2016_RV)Enrolled_total_(ADM2016_RV)Institution_NameNumber_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV)Number_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV)Percent_of_undergraduate_students_awarded_federal__state__local__institutional_or_other_sources_of_grant_aid_(SFA1617_RV)Percent_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV)Percent_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV)SAT_Critical_Reading_25th_percentile_score_(ADM2016_RV)SAT_Critical_Reading_75th_percentile_score_(ADM2016_RV)SAT_Math_25th_percentile_score_(ADM2016_RV)SAT_Math_75th_percentile_score_(ADM2016_RV)State_abbreviation_(HD2016)Total_amount_of_federal__state__local__institutional_or_other_sources_of_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)Total_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV)Total_amount_of_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)UnitIDZIP_code_(HD2016)
0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3847.0NaN3705.0NaN9454.0BayamonNaNNaNNaNNaNNaNNaNNaNNaNNaN\tEducational Technical College-Recinto de Bay...0.0370.088.00.088.0NaNNaNNaNNaNPR1423375.00.01370827.0240985.0959
1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNKirksvilleNaNNaNNaNNaNNaNNaNNaNNaNNaNA T Still University of Health SciencesNaNNaNNaNNaNNaNNaNNaNNaNNaNMONaNNaNNaN177834.063501
2NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN7953.0NaN4409.08311.0NaNHarlemNaNNaNNaNNaNNaNNaNNaNNaNNaNAaniiih Nakoda College0.098.081.00.066.0NaNNaNNaNNaNMT962370.00.0432126.0180203.059526
3NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNABC Adult SchoolNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN491464.0NaN
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8NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN4593.08249.04593.0NaN19197.0MedfordNaNNaNNaNNaNNaNNaNNaNNaNNaNAbdill Career College Inc79.086.091.084.091.0NaNNaNNaNNaNOR395013.0651689.0395013.0208123.097504-7137
921.027.020.028.021.026.01949.05217.03268.04058.010252.06194.017966.010911.04121.0NaN27175.0Abilene415.0632.0399.0993.0594.016.054.038.01047.0Abilene Christian University1979.0958.096.053.025.0460.0580.0470.0580.0TX65108061.021593838.03948299.0222178.079699

Last rows

ACT_Composite_25th_percentile_score_(ADM2016_RV)ACT_Composite_75th_percentile_score_(ADM2016_RV)ACT_English_25th_percentile_score_(ADM2016_RV)ACT_English_75th_percentile_score_(ADM2016_RV)ACT_Math_25th_percentile_score_(ADM2016_RV)ACT_Math_75th_percentile_score_(ADM2016_RV)Admissions_men_(ADM2016_RV)Admissions_total_(ADM2016_RV)Admissions_women_(ADM2016_RV)Applicants_men_(ADM2016_RV)Applicants_total_(ADM2016_RV)Applicants_women_(ADM2016_RV)Average_amount_of_federal__state__local__institutional_or_other_sources_of_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)Average_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV)Average_amount_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)Average_net_price-students_awarded_grant_or_scholarship_aid__2016-17_(SFA1617_RV)Average_net_price-students_awarded_grant_or_scholarship_aid__2016-17_(SFA1617_RV).1City_location_of_institution_(HD2016)Enrolled__men_(ADM2016_RV)Enrolled__women_(ADM2016_RV)Enrolled_full_time_men_(ADM2016_RV)Enrolled_full_time_total_(ADM2016_RV)Enrolled_full_time_women_(ADM2016_RV)Enrolled_part_time_men_(ADM2016_RV)Enrolled_part_time_total_(ADM2016_RV)Enrolled_part_time_women_(ADM2016_RV)Enrolled_total_(ADM2016_RV)Institution_NameNumber_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV)Number_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV)Percent_of_undergraduate_students_awarded_federal__state__local__institutional_or_other_sources_of_grant_aid_(SFA1617_RV)Percent_of_undergraduate_students_awarded_federal_student_loans_(SFA1617_RV)Percent_of_undergraduate_students_awarded_Pell_grants_(SFA1617_RV)SAT_Critical_Reading_25th_percentile_score_(ADM2016_RV)SAT_Critical_Reading_75th_percentile_score_(ADM2016_RV)SAT_Math_25th_percentile_score_(ADM2016_RV)SAT_Math_75th_percentile_score_(ADM2016_RV)State_abbreviation_(HD2016)Total_amount_of_federal__state__local__institutional_or_other_sources_of_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)Total_amount_of_federal_student_loans_awarded_to_undergraduate_students_(SFA1617_RV)Total_amount_of_Pell_grant_aid_awarded_to_undergraduate_students_(SFA1617_RV)UnitIDZIP_code_(HD2016)
684818.025.017.024.018.025.02440.06081.03641.03696.09015.05319.06481.06565.04516.010637.0NaNYoungstown985.01106.0969.02057.01088.016.034.018.02091.0Youngstown State University6245.04649.071.055.041.0420.0540.0430.0550.0OH52172814.041000068.020992689.0206695.044555-0001
6849NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN5835.05820.03569.0NaN16358.0AltoonaNaNNaNNaNNaNNaNNaNNaNNaNNaNYTI Career Institute-Altoona216.0193.076.071.064.0NaNNaNNaNNaNPA1347847.01257122.0688770.0375939.016602
6850NaNNaNNaNNaNNaNNaN64.0182.0118.0105.0263.0158.04812.06103.03477.0NaN17341.0York41.040.041.081.040.0NaNNaNNaN81.0YTI Career Institute-York1242.0941.071.075.056.0NaNNaNNaNNaNPA5668483.07580373.03271719.0217077.017402
6851NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3163.0NaN3519.05229.0NaNMarysvilleNaNNaNNaNNaNNaNNaNNaNNaNNaNYuba College0.02484.069.00.039.0NaNNaNNaNNaNCA13907717.00.08741804.0126119.095901
6852NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3948.07226.03948.0NaN9924.0YukonNaNNaNNaNNaNNaNNaNNaNNaNNaNYukon Beauty College Inc18.021.0100.086.0100.0NaNNaNNaNNaNOK82910.0130073.082910.0413820.073099
6853NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN4285.07934.04285.0NaN7864.0Overland ParkNaNNaNNaNNaNNaNNaNNaNNaNNaNZ Hair Academy124.0100.047.058.047.0NaNNaNNaNNaNKS428490.0983820.0428490.0451237.066223
6854NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN4009.03965.03934.07598.0NaNZanesvilleNaNNaNNaNNaNNaNNaNNaNNaNNaNZane State College595.0685.026.019.022.0NaNNaNNaNNaNOH3267120.02358917.02694496.0204255.043701-2626
685530.031.033.035.027.028.011.025.014.018.037.019.0NaNNaNNaNNaNNaNBerkeley3.05.03.08.05.0NaNNaNNaN8.0Zaytuna CollegeNaNNaNNaNNaNNaN630.0700.0550.0670.0CANaNNaNNaN458575.094709
6856NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3987.011093.03977.0NaN17184.0Los AngelesNaNNaNNaNNaNNaNNaNNaNNaNNaNZMS The Academy28.068.037.015.037.0NaNNaNNaNNaNCA271137.0310601.0270445.0486248.090042-4231
68575579.05579.05671.05671.05670.05670.04910.04833.04900.04820.04817.04820.0612.01271.0657.04951.02901.0NaN4922.04909.04939.04847.04925.05382.05324.05336.04839.0NaN568.0568.0568.0568.0568.05623.05623.05622.05622.0264568.0568.0568.0NaNNaN